For these, we develop adaptive algorithms in the areas of finite elements, conformation dynamics, optimal control, and parameter estimation, exploiting multi-level structures for efficiency and robustness. With increasing complexity of the applications, techniques for multi-scale, multi-physics and hybrid models play a more and more important role, as do stochastic aspects, uncertainty quantification, and design tasks.